{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overview demonstration of OSMnx\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "OSMnx is a Python library that lets you download spatial geometries and construct, project, and visualize street networks from OpenStreetMap's API.\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 1: get shapefiles from OpenStreetMap\n",
    "\n",
    "OSMnx lets you download spatial \"place boundary\" geometries from OpenStreetMap, save them to shapefiles, project them, and plot them. For a more in-depth demonstration of creating these shapefiles, see [this notebook](02-example-osm-to-shapefile.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the boundary polygon for manhattan, save it as a shapefile, project it to UTM, and plot it\n",
    "city = ox.gdf_from_place('Manhattan Island, New York, New York, USA')\n",
    "ox.save_gdf_shapefile(city)\n",
    "city = ox.project_gdf(city)\n",
    "fig, ax = ox.plot_shape(city, figsize=(3,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JEJf+BwCaboOm24Rud0hPoETWtW/XCUnvHh4pJXpPHIqGZsYlodrPpRSTUogFAL9ijD2f1saUt5WWBGAYxgOB8pp/bN1xiyoT9AaEEKArLMLZ+dJTUnITJTVNxOUNwOULQLc737YOoxQCJ574PmwOF08lYhoA6A4n7E63dPuKhc3p1mx2B3SHE7rNAZvDCd3uANX0rNV4lEIgFgoisjALwTnMVALTg91RIfgNjLEzWQlCAZC+q8F+sTg7+TUhOCgt3HLgQgjMTw4jODGMyMIsF6ZJAUBwk6zfdTtWsmHK6fYSwU2zsmnDCgu3UtS1bxeUalqgshY2+ytdeAIgJ14cQincgRK4AyWv/JnD7XONdJ74wdLQwLQwvIKSlv4dY2ySUtobnptOx+PySiy8gIHTh3Hm2Z/zU0/9CIOnD2NhahS167dolc3tpGnrDcRTVCaGLry8oud6i8txtaf2KhrbaFl965Vv/pxXWttMXL6iWkLpn1odSyFJ2wCPc/NbwcmRNT+pk4zHMNZzFudfeJyffOIHuPD8fyMRC4uq5o3appvfiZbtN0N3OHlpbQuqWzehqKIWNeu30EQkhNGu08tqQwiBkc4TMhWPFcwhGkIImrZc7yGEfFFVFcqe9F0SKeVP5ieHv1DfsXPN3RcQnBrD1OBFGQ8vSJ5KUZcvwIsr66i/tBLuQAnIFbdsaLoNPJnUkok47Esz6L6SCpTVt2JubECU1rXQhalRRIKziIcXuGaziw3X32V7bZuCm6Tj5ndl8ae0nsPtRdOWG1wDpw8/aRjGXYyx41bHtNal85bYC1KIUCwUdLv9xWl8bPaZyTimhnoQnBrlyViEQkpSUtMkKpvataXbjN90LK3Z7LC73GJxapSW1be+8ue+0irMDPfS84ceg8PlEZ5AqSyrb9VGLp7ULi+hxsOLWJgZR2Spem8qEYPTU1jH6Ysq69C45frA4NmXDhqG8QnG2A+sjmktS+vtwHv37f+nyub2361ZtzknJpuW6/Ia+8xIv4wtzgkzmdScXr8oqqwngfIq4vIVr6hXM3j2CE8l4nTdzltf9U2pROx1M/mnD/wUgqckJIgE4HB7hdtfLD2BEq2srjWjV3jlsujiPLqPHohxbn6aPahKjWdKWhOAYRi3Ody+n2265V05f3NQIhrG9FA3FmbGeSoe1SjV4S+v5kUVtZqvpAKazX7Vz56fHMHIheN8y+3ve9tEGAsFkYzH4PIGYHO61tzwaTXikRC6jz0T5cnE14Tgn1MXjaZfOocAAPB8Mh7RkrFoxu6eu1pCCMyND2BudFDEwwvgZoq6AyW8rK6VBsqr4XD7QAhJS8/FV1IBM5nQTDMFXX/d8P5VXL4iuHxF6Wh2zXF6fNi4+1535+Enf89MxuYA/K3VMa01aU0AjDFz/yOP/vfC9OiHyhvWp/PRVyW6OI/poR6E5iZ5KhHTdLtTFpXXoKplI/UWl4Fqbz6WXw19aR5gbmyAVuTAv0M+0+0OVLd2uEcunnwvVAJIu3T3AMDN1HfmJobuKW9Yn/VhgDBNTI/0Yn5iWCSiIQjOqa+knFc1b9T8ZVWwuzwElzbEZFygvAbzE8OyomG96tOv0uDZIwAwYBiGjTGWsjqetSTtCQDA49HgnJObKWhv0/1Nh8jCLKaHuhGam+ZmIq7ZXW5RVFmPug3XUE+gFMSirYm+0io6Nz7IkSO77/LZhuvvwsCZI+9LxqMXDMNoVzsF0yetk4CX7X/06883dOy6sbiqPu3PNpMJzIz0Ijg5KqKLcxQAfKVVvKS6QfOXVaf19NpqcNPE6ad/jE23vgd2p8vqcPKelBJdR56OxELBWcHN32eM/dzqmNYC7eGHH077Q48dPeIAcEdxVf2quwBCCMyPD2Gk65QcvXhKTPSdp6lEXATKa0CoRgRPiUQ0rAHgNoeT2l1upPsE29WglCI4NcoFN6mvRN2PsVqEEJTWNtvd/uLA4sz4+48dPTq+c+fOk1bHle8y0gMwDKOOalrPNXd+0HE169jh+RnMjPQiPD9tphJxXbfZpb+8WgTKay4t0b1maBFZmMdk33kZDk5LwU0aKK/lpbXNmq+kwtJ19LGes2Jxegztu++1PiOtIfHIIi4efjLGzdT9jLHvWB1PPstIAgCA/Y882tOy/ebW5Xz6JeNRTA/3YHFqjCfjUSqlJL6SCh6oqNX8pZUrus8+PD+Dif7zMhKclVIIWlRZx0trmjRvSXnWewbh+Wn0njgkrrnzAyoBpFk0FET30QMxSJwS3DwopXgJwEHG2JTVseWTjCWAvXv3fbW8Yd1n69q3v36fu2lidnwA8+NDIh5ZlDyV0lz+Il5UUUv9ZSvfefdmQnNTmOi7IKOLc1JKSYur6nlpTZPmKSrLyoYbKQROPvUj1KzbjOjiPFLJhLTZHSSVjMtAeQ1xegPw+ItVJaWrxM0UQrOTiIWCIjQ3FY4EZ3QpZSVjLGx1bPkiE6sAAAApxU/mJ4f/oK59u00IgdDcFGZH+hBZmOVmIq7ZnC4RKK9BVUuHlqk1eV9JBXwlFQQAWZgZx2T/RdJ7/KAEIaSkqoGX1DRplw7zZCYZEErhL63kYz1nNF9ppRA8BRCHcHr9ZHakT6aSccpTSWy760OgesZeijVL020oqqxDUWUdrQb83ceeCYdmJz8K4BGrY8sXmfytezmVSMhzB/+LpxJxjRACf1kVr12/VfOVVsLmcGa1Wxwoq0agrJoCQHBqFJMDF+nsy89KSilKqhtlSXUjdfnT0/O4UuuOWy4nttf9vOH5afQePyiprqu9AmlQXFnvjS7MvRsqASxbxhIAY0zs27//iBTi7g033A2nx5+2rbarVVRRi6KKWiKEQHByBNNDXXJmpE9SXUdJdZMsqWmkLm8g48OEhekx4fD6gSxtTlrr3IESSMjdVseRTzLa7xSc/5PucV7n8gZy8nDQpU//BpRUN9BLy42DmB7qkTPDPdB0myytbUZxdSNxeTMTfnBiBOVNbXkzQSguXSyas0eUw/PTgoB0WR1HPsn0wPOpWCjoMFNJ6Ks4XZcNlFKU1jajtLaZCiEwO9pPZoZ7+NTARU13OGVpbbMsrmqg6frlTyXiSMajtKymOS3Py6RYeAGjF0/J8Pw0BDdJSXWjaNp6Q04lLsE5xnrOJoSZ+mOrY8knGVsFuGz/I18/UL9xx+0lNY0ZbSdThBCYGenF7HAvj0fDmt3pEqW1LaS4uoE4VrA8+VqzYwMY6z7Nt9z29keGs+1SfYRxzE8MITI/w1PJuBYor+EVjRs03e7AxcNPglDKW7bdrHmLS60OFwAw2d/JJ/rOH3jg/k/eY3Us+STjU8/cTH57fnL42pKaxrwsGU4pRUXDelQ0rNeE4Jge7Kazo/18vPec5nB5RGltMymubiB258qOP8+NDnB/abXlb/5YeAHJWATJWBTh4DTC8zPCTCaopuvSW1wuqlo3aUWVddBt9ldi3XrH+zHWc4b0Hn9WbrnjN8hKS56nm5lMYLz3bEpw/oeWBpKHsrH29IvFmYl/lkLkfXUbSjVUNrejsrldE6aJycGLdGakj4/1nNGcbp8orWshxVX1xOZ4673/gpsIB6e1jR3W1L40zRT6jh804+FFyrlJNd0mNd0mnR6frGpu1wLltbC73G9aRpxQipr1W+nc+JCc6DuPmnWbs/wTvNr0cA8HyI8YYxcsDSQPZTwBMMbG9z/y6EB4fnrDSuri5zqq66hu3YTq1k2aaaYw1d9Jpwe7+WjXKc3lDfDSuhatqLLuDUtzRxbmQDWbcHp8lmTE/pMviHgkpDduuR7+0koQSld8TJoQgoaOXaT/1AuyrH4dsVt4CCs0OxkW3FRbgq9CVn4BBTe/HZwaTWajLSvoug0167dg063v1rbc9n74Siq1yf5OfvaZn+Pi4Sf5zEgfzOSvK6bHQkHY7A5LyluZyQRCsxN03c5bESivXlWvLFBeDX9Zleg59syqLiNNk1yIIe9kJQFIKX86PzGcyvSEYy7Q7XbUbrgGm299j7bptvfCXVSiTfSe42ee/RkuvvQUn+zvlGYqCdPMfj6MLMzi3MHHRKC8hru8gbQ8s2HTtVoqEdOmh7rT8ryrYXO4bCDkOssCyGPZ6oKeFjwVj0cWs9RcbrA7nKhv34HNt71X23TLu+EJlGizo/1isu8CeCqV1QnAsZ5z6DpyABWN62XL9pu1dM3H6DY7atZtkRN9Fyz7BK5sbncTQj9tGIbXqhjyVVYSwKVqruTHC1Oj6b1wPo/YnW7UtW9Hx83v1Lbf+xFcc9cHs9a2mUxisu8c1u28FdXrNmvp3uFYWttEuJnSxnrOpvW5y+X2F8NTVKoB+KglAeSxrE1CCW7+YH5iSJ3SWpLNpbOZkR7YXR6RqcIkVNOxftdtmBq4iNHu5V1/lm6peFQAULsAVyibs9DPxCMheyoRz2KTSjy8iPHe86hq3ZTR8waeojKsv/Z2TA92Y+jCcQiRvc5eIhZBMh4jAA5nrdE1ImsJgDGWoFR7dnFmPFtNKgCioXlIwVFa05TxA0eeQCnarrsTC5Mj8uyzPxNz44OZbvISKUEIkqpY6MpldR2am6n/nJ8YVsOALNJtl4qNzI4NZGUJxu0vxuZb30MqmzvI4NkjWJyZyHibSxWjPIZhVGe8sTUm2xtRHgvNTdoFV0u22eIvq0LzNTdi+PwxMj3Uk5UkQChFZVMbqWvfIXpPHMLQuWMZbZcQApevOA7gQ4ZhqKPVK5Dxw0Cvtf+RR083bd29JVCuknU2Lc5MoO/kIazbeRu8xeVZaze6OH+p6Immiw3X36npb7AzMh2CU6Ni6NyxqOBmVEr5bSn4dwAcUfcJvrWMlAV/K8eOHvNTTbu5qKJW1cDKIofbC55KYbTrlHR5AyRbZ/ptDhfK6lpIZGFWDl84QTTdRjyB9J8gdHr8pKJpgz1QXu3RdNuuZCzyfwN437FjR7+/c+fOxNs+oEBZsBdd/jQ4OSIKYVdgrqndcA0C5TW87+QL6HzxV2JmpA/JeDTj7Wq6DS3bbtIaOnaR4QvHEZwayUg7hBC4/cWobduqb77tPd7i6oZtVNOPGIZRlZEG1wArDqNclEIsxkJBC5pWmrZcr2+57X1w+YroRN9589zB/8KZZ38uB88e5QvTY0glYshEcuZmClODF4XN6ebeLFyUQghFQ8cuR2XThmaqaScMw1iX8UbzUNbnAABg7779/1TZ3P47Nes2q2GAxYRpIjg5gtnxQRkLzUtumpQQwFtSwctqWzR/eTXScb3iwJkjPBycRsdN79SyXT9geriHj3aeDAnB72KMHc9q4znOkgRgGMZtDrfvZ5tueVdO1gosdJGFeUwNdiI0OykE59RfVsX9ZdWar6QCdpdnxcVSBec49dSPsPHG++DMUH3FtzM/MYyBMy8tSMG3MsaGLAkiB1n1Cfx8Mh7RkvEoVlpJR8k8T6AYzVt3AwANzU5hZqRXm+g7z0cuHNeIpiFQVs0DFbWar7RyWbUek/EICKXS6fVbtkRXXFWPRCzsneg9/yvDMHYwxjI/+ZEHsr4KAAA7d+4UJ0+e2ml3ujd6AiVZb19ZPofbg+KqelQ0ttGK5na4vEWIBGfI7Gi/mOg7R0NzU1xwTgHAZne8Ye9gou8CTyXisqJxvaUloTxFZTQSnPYmouH5nTt3vmRlLLnCsjE4N1PfmZ8Yuqe8YV1u1phWXodSiqKKGhRV1BAAWiIaxmR/pzY12MXNZJxKKYivtIoXVdRq3pIK2J1upOIxTA/3aG3X3WF1+Lh0OU21Mzw/s9XqWHKFlZNwj0eCsw5upl5326+SHxxuLxo27QKWageG52cwM9yjjfee5eb5hKbZ7NJMxomvrFp4AqU5URDS4fKCULrR6jhyhWUJgDG2uP/Rrx9fnJm4obiq3qowlDTyFpfBW1wGAJoQAtODXSQWCspcukPA7vZASpmfNeozwNIXhqeS35qfHFaTMWsQpRSVze1o2npDTu3Ntzs9EKZZqc4MXGJ1Zv7J4vQY5aY6xalkRyKyCKppU1bHkSssTQCMsREQ+tTMcI86HqhkxaXitOLb6pDQJVb3ACDM1OfH+84nVS9AyTQpJebGBxNSCHWHwBLLEwBj7CyAA6oXoGTa5ECreOgAACAASURBVEBniqeS8wBetjqWXJETe/GXegF3lNWvc2l6ToSkrDFmMoHxnnNcCn7rm3X/DcPQANQAGCmUIYIlZwHeyL5HHn2suqXj3srmdssvzFTWnvGes+bkwMUf7Hng/t+88s+XVgNuppr2P6TExwjgAiELAPbveeD+P7Mm2uyxfAhwmTBTn5/oO58UXM0FKOkluInJgYspwc2vvMFf30t1/VeVzRsf2HjjfYFr7v6QfcP1d5ULbn7eMIzMn1u2WM4kAMbYaQk8Oz3cU7CXhyiZkUrEIbjpopr+rb379n3JMAzHFX8dtjvcierWTZrT41uqL1gEm8MVBbDmdwzmTAIAlnoBvecTqhegpJPD7UXrjltEXfv2a6QQDwO4/oq/7knGo47Xfk9F0wYH1fRHDMNoy1qgFsipBMAYOyWB56aHe1UvQEmrQHkNLatrIQ63L0I1/TNXlBCfArAQnp9+1ddXNLZptW3XNFGqnTD27l2zV47lVAIAAGGmPjfRe071ApSMaN99r6e8ft19hGrde/fu+xMAmuDmZ7qOPI2Zkb5XZsQJIShvWEc9xWW6pukPWhhyRuVcArjcC5ga6lK9ACXtNF1H7YZr7BtvvNfjDpT8JdX0kwBeIlT7npl8ffFgYZoJKeXG/Y98vWf/I49+MfsRZ1bOLANeyTCM7QCOU02XTq9fFlc10NK6Fujq2LCSRlJKTA50mhO9500huKjfuMNdXv/q2qGpRAzJWBRSCnQfezYuBW9jjA1bFHLa5WQCAIB9+x95zFtcfp/LV0SCUyMyGYtQ3e7k3uIyrax+HXxZvNxCWdsE51icnYCvpBJvtRFtpPNEamak75t7Hrj/gSyGl1E5mwAMw2ijmn5y823vdek2O1LJOEIzE5ifHOGh2UmNECLtbq8orqzTyurWQbe/fW06RVmN449/9/J/3s0Ye8rKWNIlZxMAAOzb/8g3y+pbP1q3Ydur3t1SSkQX57E4PSbmJ0eQiISobndwT1GpVlbXCn+ZugdCSb+pwS6eSsTIZP9FAoIFTbd1AuAA4pBykpupTzHG8ury25xOAIZh1BGqdW2+9d0um8P1pl9nppIIzU4gODnKF2fGNSmldLg8IlBZp5XVr4PdkZn76JTClErEEF2cB0AAKSGkwMiFl6OpRPx2xthRq+NbiZxOAACwb//+fy6ubtzTuOnaZb2LpZSIhYJYnBmX8xMjMh5eoLrdzl3+ElpW10L8ZdXI9sUUytp38fCTC5GF2Y8xxh63OpaVyPmjd4LzL8+NDd5f1bwRDrf3bb/+8v1wbn8xqWrpINxMITQ7qQWnRvng2SOaFAJ2p5s7vQHN6Q3AEyiGJ1Cm5hCUVdHtDgqg2Oo4VirnewAAsHffvq8Eymsfatl245uPA5ZBSol4JITQ7ASii/M8HllEMhalZjJBqEZBNV1oul3YHE7N4fERt68InqIyOL2BFfUakok4wjMTCAWnEQstCDOZEHaXW/OXVpLiqoZlJTIlvwyePRKbHe3/EoB9uDQvwAEkGGM5vaMtLxKAYRg+QrWR9hvu9rt8RWl/vpQCyXgMyWgYiVgEiWhIxsOLPBEN02Q8SoXg0DRdUl0Xms0Bh9OtOb0BuPzFEGYKkeAMYuEFkUrEJE+lqBCc2J1u4fIGhNtfotldbhJdnBfh+WnEw4uUaprU7Q7u8hXr/vIqlFQ3qWFJnpsZ6eMjncdTUoICkkBKApCElOJmxthJq+N7M3mRAADA2Lv3IV9J5ZfX77rNk+22uZlCMhZBIhZBMhpGPBLi8cgiErEIJYRKl88v3f4S6vIVEafHD4fLA/Imb2gpBGLhBUQX5hCan+LhuWkqBJe1bdfQsrqWLP9kSibNTwzJwTNH5oXgHwawyBjLuUpE+ZMADMNJNW1k/a7bSz1FZVaHkzZSSsyODciRC8eJt6RCtGy7iarewNoxPdTNhy8c1wCAUPqxB/fs+Z7VMV0pb37TGGNxwfnnhjtPhPMlaS0HIQRltc1k4433IRWL4uyzPxORhVmrw1LSpLxhvXbNXR+Ew+2LQyLnCozkTQJY8u/x8OJiaG7S6jjSzuH2on33PbSsbh26jhzASGfODhuVFQpOjshUItYtpfhXq2N5rbxKAIwxU3DzMyOdJ9dUL+AyQilq1m+mbdfegfmJIXnu4H/xZFxdnJTvxnvORgQ3P8MYy7nK13mVAJZ8NxmLTC9Mj1kdR8Z4ikrRcfM7iaeoFOcOPoaLh58UkYV5q8NSrpKvtFKnmv67uXgdmfbwww9bHcOK7Ny5Ux47dnQgujj33vKG9fY3uo9+LaBUQ1FlHS2pbkA8GhYjnSfo3NgA1+12+mZLoTOjfeg7eYjPjg7ISHCWmqkkdIfrLU+4KZnnL63U58aH6oWZCu7cuTOntgrnzSrAlQzDIFTXzzVuunZjcVWD1eFkhZlKYnqoR0wNdFJCNVFW30qrWjpe2T8wNdiFsa7TqGnbKqUQJLIwa8ZCQZqMx2hlcztq1m22+CcobPFICJ0vPh4TnN/EGDthdTyX5WUCAADDMO61Od0/2nzLuz1vtua+FgnBMT8xjIneczKVTCBQXoPiqjrSf+owWnfcDH/pq09Chuen0XviEBxuH2/bdbtGVW/AMnPjg3Lo3NEJwflGxtiC1fEA+TkHcNkT3Ex1zY0P5mcGu0qUaiitaULHze8irdtuIqlETPSdeB4167eK1775AcBbXI6Om98JQgg5+9wv1FyChUqqG0lxVUMx1fRv5cp8QN4mAMaYFGbqj0a7TsWEyLnJ1YwjhMBXWom2a+/Qrrnrg6hsanvT19Jmd6LtujtoWX0ruo8+LQvx3ytX1G/c6bQ5XbcTQv7A6liAPE4AAMAYOyiFOD470l9QvYDX0pZRK5EQipr1W6jN4ZRTAxezEJXyRqimoXX7LR5Ctb81DGOX5fFYHcBqcTP10FjPmZjg6lNtOcob28jMcJ/6x7KQ0+ND4+brXFTTfmEYRvpPt61A3icAxtgRKeXhGXWl2LKUVDeSZCKqCaH+uaxUXFWPkpqmIqrp37VyPiDvEwAACDP10Li6TGRZdJsdhBCYiZjVoRS8uvbtDrvLfRMh9NNWxbAmEgBj7KQEnpka6lZd22Wgmo6E2mJsOUovzQdIKf/BMPbGDMPI+nnwNZEAAECYqc9O9J5PcjNldSi5T0qQtfPS5zWH24tNt76bEkodAD6e7fbXzG8BY+wcgMenBrvUOOBtUN0mp4e6CnrlJJc4XB6U1jQlqabfYRiGls2210wCAADBzc9P9nemzFTS6lBy2vpdt5HQ3BS6jh7gajIwN9Rv3OFwev07CaWfz2a7ayoBMMYuAvj51MBF1Qt4C06PHxtvvJek4jHa+eLjXG0Msh6hFM1bd3sA8udXXF2ecWsqAQCA4OafTQ1cNN/oplfl12wOF9p330M0zUbOPafqDuQCh9uLsvpWnWr632WrzTWXABhjfSDk+xP9F9Q44G1oug3rr7uD+koqcP7QL+XC1NqtsZAvqls67AA+YhjGxmy0t+YSAAAIbn5xZqiHpxJxq0PJeZRqaNp6g1a7YRv6Tr2Akc6cOalakHS7A9Wtm2xU0/cbhpHx9+eaTACMsSEQ8q2JvvOqF7BM5fWtZMN1d2JufFCef+FxNSSwUEVjm+b0+LYSSr+Q6bbWZAIAAMHNL82M9IlkXO14Wy53oAQdN72TuDx+nD/4GAbOvCTVKkH2EUrRsv1mDyH0zwzDuDGjbeVrQZDl2Ld///9bUt20p2HTLofVseSbyMIsBs8eFalEDLXrt9Ky+larQyo4walRDJx+cUZw3s4Yy0it+DXbAwAAwflfzo4NiGQsYnUoeccTKMXGG++jtRu2kdGuUzh38L+4uq8gu4oqalFW1+qnmv7DTM0HrOkEwBibAvCv473n1GzgVbh8acnm296LQEUt6T5yAJP9nVaHVVBq266xOzy+XYRm5sDQmk4AACAF/+u58SGRiIatDiVvaboNdRu20ZYdt2C87xx6Xn5WqLmB7CCUonHzdR4C8kXDMNJ+h/2aTwCXxk7yH8d6zqjZwFXyl1ai48Z3IBmL4uJLT6rdllni9hXB5S/WAfxf6X72mk8AACCF+Pvg5CiPR0JWh5L37C4P2q67kyajYX16uNfqcApGVUuHl+r6/0p38ZCCSACMsSAg/36s67Ra3E4D3e5AfccujHadkqY6fp0V/rIq6Lq9EsAd6XxuQSQAAJBC/J+FmXEzFgpaHcqaUFxVD7vTLSf7L1gdSkEghKCqpcOj6bb/lc7nFkwCYIyFpRRfGe06rdYE04AQgkBZNSLzM2t3I0mOKalpJFLK6wzDaE/XMwsmAQAApPxaeG4qGV2YszqSNcEdKKGJWFgtB2QJ1XRUNLbZqKanrWZAQSUAxlhMCP4XI12n1JpgGrj9xeCpZFYr2BS68ob1upTiY4ZhVKTjeQWVAJbsiy7MxsLz01bHkffsLg+kBKJqXiVrbA4nSmqaCNW0L6bjeQWXABhjCcH5n41eVL2A1SKEwOX184XJUatDKSjVrZscUmJPOioHFVwCWPKNWHghFJqdtDqOvGdzumUyoVZXs8nudKOsroVSTX94tc8qyATAGEsJbn525OLJ8Fo+DZkNmqZDmGpTYLZVtXQ4pJQfNwyjfjXPKcgEsOQ7iWh4dnFm3Oo48hrVbYSrG5myzuZworxhHaWa/pXVPKdgEwBjjAtuPqR6Aauj6TpVF7Nao6p5ox1SfswwjOarfUbBJoAlP07FYxMLU2oS66oRQgCVQK2g2x0ob2zTqaZ/6WqfUdAJgDEmBDf/ZOTiyYjqBVwdKYQELLvctuCV16/TpRQfNQzDdzXfX9AJYMkvzFRicH5i2Oo48o6UEsGJYQTKqqwOpWDZXW74S6sEgPuv5vsLPgEwxqQwzU+Pdp2KSFXkYkUiwVlwM4XyxjarQylolc3tHqrpf3o1ZcMKPgEseYKbqe658UGr48grwclh4fQGJKXq18hKnqIy2BwuH4B3rPR71SuHy72A1KdHu06rXsAKzE8Ok9LaZvU7ZLFLR4U3+jTd9ucr/V714i1hjD0jBD87O9avZgOXIR4JgSeTpKSmyepQFABFlfWQUl67b/8jD63k+1QCuIIwU38y1nUmpm7LfXsL02PS5nJz1f3PDZquo333vXYpxV+upGyYevWuwBh7QUhxbGakT40D3kZwYlgEymvVUeAc4vT4QEA0AGXL/R6VAF5DmKmHxrvPJoTa3vqWoqGgVlRZa3UYymvYXZ44gPXL/XqVAF6DMXZMQh6aHu5VvYC3IKWAblM3ruUam9NFAFQu9+tVAngDwkx9Zrz3XIKrirdvTkpM9J6DmVQXMOcSzWanAALL/XqVAN4AY+w0IJ+aHupWs4Fvor5jlwhOjWC482WrQ1GuoNvsNqgEsHrCNP90ou9CUvUC3lh5fSstqqzn6hxQbtFtDjtUAlg9xtgFAI9NDlxUs4FvQkpx6TCg8oaGLxyPX3jh8Wg2l5UJ1QihtHi5X68SwFsQ3Pz81ECnaabUOPeNSCEkUfsA3lB4fhqzI32xRCR0YbK/M2sfIuH5qZAU4shyv169em+BMdYDkB9N9neqccAbuNQDUL9Cl3EzhdnRfnQefjLUfeyZmBD8E0Lwj0z2XUhl63bqpUnZZZdpVq/e2xDc/ML0YBc3kwmrQ8k5UkigwHsAUggsTI+j7+QL0dMHfpIY6TzxbHRh9n4pRBlj7OeMsX4p5cO9Jw5FMj2flIxHEY8s2gAs+742PYPxrAmMsYF9+x/57kT/hd+s27At7fez5zMpBGgB9gCklIgtzmN2bCAxOzYgCNDHzdS/AfjeA3v2vK7UtJTiH5KxyJauowc+0HbtHR5Nt2UkroWpURBCfv4gYwPL/R6VAJZBcPMvpod6PlbZ1A6bw2l1ODlDSkGItjYTwBsNbxKxCObGBvnMSG+Mp5IRKcU+KcQ3GGNdb/Usxpg0DOMTiUiIdx975sMbrrvLk4m5E6rbQChd0e6stfnqpRljbJgQ8o2JvvNqHHAFKQQIWVvHARLRMLqPPRM98avv4/KwLxYK4uJLT4XPH3osMtl/4RupePQ+wc3qB/fs+eLbvfkvWyo/d388vHhiarArI8sCus0OAOUr+p5MBLIWCW4+PDPS9z8rmzfC7nRZHU5OkFKCrpEegOAcE/0XzKn+zqSE/BuqaU1D51/+f3S7g8yO9qekFJ+DlPseZHuuekmIMSYMw/ijyYHO5yqaNnjSvYS6VJ15RfGtjVcvCxhj44Rg/0TvubjVseSKtbIKsDA9jnMHfxGdGrz4lBC848E9e/5KcP7Q4sz42NzYwPek4M3swQf/hTGWjvXgE8I0zWQ8/bcpzY0NRHgq+cOVfI/qAayA4Pwrs2MDD1S1bITd5bE6HMtJKUm+1wOYGxvAwJmXAODDjLFfXv5zxtgCgNZ0t8cYk/sf/fq5WCh4o2Ppd0hKiYXpMeg2O9z+ElBt5cOqRDSMxdkJCuDfV/J9+f3qZRljbArAv46rXgCApTkAmt9zAC5fEQjVQgCez1abwjSfjy3Ov3LadG5sQPafemGu9/jB7tNP/zjRd/L5yPCF4/HllqqXUmLw3NEIgL9njC2uJBaVAFZICv7Xc+NDIlsbO3KZlBL53gNw+YpQVFGjE0r/NFttSimOhoMzYQDgpomRiydjUoj3PHD/J9uE4O3ByZEvTA91O6V8+xPpUkpMD3XL6MLcuBTiqyuNJb9fPQswxmYB/ONYz9mY1bFYTgqCPO8BSClRVNXgkkJ8wTCMbA2Jj0YW5mzy0pFqLqV8ljH24tLf1RGqfamsrjVG3+bfNpWIo+fl56Jj3WcGBTffxxhb8U4jNQdwFaTg/xCcHPnDeCQEp+eqLmTJe1JKcDNFbLb83Bs1PzEkp4d7w9HgrB2EzBFK/+nBPXuytWd/UHIuzj//y1QqHusW3Hzw8l9Qqt1IKPXXd+x8y3d/LBRE99Fnopyb/yoF/wJj7KqWqIm6Euvq7N2378uB8trPtGy70W11LFaYHu6RY91n5Jbb30/zcRjQefiJeHRhjgJoYYxl/XJIY+/e90PKVgD/fOUnt2EYOtX0476SivW+kgqnbnciUFGDK3cPRhfn0H30mRg3U3sYY99eTRwqAVwlwzD8hGqjG2+81+v0+K0OJ+vOH/qlKKlppFUtHVaHclW4mULXkaciiWh4v+D8jxljOfNGMAwjAODjVNM3E0LauZm6lWpa0ltckXJ6fI7p4d64FPyTjLEfrLYtlQBWYe++ff8rUF7zuZZtNxVcL6Dz8BM8UF6jVbdusiyG6eHepBRc1+1OWlxVt+I9CWYygc7DT0RTidjfPLhnz19lKMxVMwyjFoALwH1U0zoE519ljI2l49kqAazCK72A3fd6nd7C6gX0vPycaXd59IaOnVlvO7o4j9DsZGq065SNavr3BTc/4vIVhWs3bPP6S5ddDxMAMNJ5wpwa7NIBPMQY+9+ZiTh35d/gLYcwxhYh5d+P9ZxJ/7auNFqcmcC5g4/JeCSUludJIWBzuIiZyM52CMFNSClhppLoO/l8rPPFX/HRrlMUwI49D9z/UQBaLBT87b7jB8ML0+PLemZ4fgYTfRcwM9K7COAvAaxqLJ2vVA9glQzD8BGqjbXvvtfrysFeQCQ4i+5jB+Bw+2QyFiHrr70Dbv+yK0a9zuLMBHpefhYA4Cutwvpdt6Ur1DcUnBzh/acPc6fXL5KxiJBCfEtw848B8NfOfBuGcTel2vfLG9u8Neu36IQQcDMFKQR0+68PyQWnRtF/6sVFSukT3Ez9b8bYCxn9IXKYSgBpsHfvvi8Eymv+vGV7bs0FxMKLuHj4CVQ0tqFm/RaMdJ6QMyN9pGX7TfCXVq34ecl4FOef/29UtXTA6fHBX1IJqmd2JXmk80RqarDrAqHaL6XgjzPGDrzV1xuGUUs1/SeE0g6nx5eKhYIOKUF8pRWSp1IJm8OphWYnNW6m3sMYezqjwecBlQDSYKkXMNq++x6fy7vsgqwZlYxFcOHFX6Gook42br72lWNnU4NdGOs6jfpNu2RpTdOyj6NJIdB5+Amh2R1o23V71oaO8UgI5w/9UgJyN2PspeV8z9LdeG24tJf/DIBSALsBDC399xxj7BeZijmfqASQJnv37vtzf3n1F1q332x5LyCVjKPzxSeky1ck1+245XVv1vmJYQyefQlVLZtEZXM7Xc6x1OELx/n85DDZfOt7s77uPzXYJcZ6zj615/5P3pvVhguAmgRMEynFPy3OTPBYeMHSOLiZQveRA8LucIk3evMDQHFVPdbtvAMT/RfI8IWX+dt9CAQnRzA72q+1XXunJZt+yupaqG6z37Rv/yM/NQxj2RdfKm9PJYA0YYyFIcVfj3VbtyIgBEfPsWeFBOT66+58y62k3uJStO++l8xPjJC+E4f4m9WuT0TDGDjzEurat1u27ZlqOjpueoe7tK7lPkK1i4ZhbLAkkDVIJYA0klL+8+LMhBkLLbsqcxrbFug7+bxIJmLYeOO92nI+qZ1uLzbd/C4aCwVJ15GnBX/N/QeCc/S8/Jz0lVaKsrqWTIW+LFTTUd++3dHQsbOIatohwzAaLQ1ojVAJII0YYxFI+dWx7jORbLYrpcTg2aM8ujCHjbvvo293iuxKut2OjlveRSXn8sKLT8grK9UMnT/GpeCi+Zobc+b3pLS2mdas31pMNe0FwzBWvpShvErOvLBrhZTia4uzkzybvYDRrtN8YWqUtu++l+r2lZ/Oo1TDht33ag6PV3a++CvEwouYHe2XwckR2nb9XcvqTWRTRWObVtnUXk41/XnDMEqsjiefqVWADDD27v2sv6zqS+t23JrxumGTA51ivOcc2XD93cTlW/0S5OC5o3JudIBIKdB8zY0orqpPQ5TpJ6XE6MWTyZmRvm7BzRsYY6pCy1VQ9QAyQcqvhWenvhANBeH2FWWsmdnRfjnec5a27rwN6XjzA0DjpmtJoLwaZiqZc2/+yMIcBs8eWfQWldHyxvVegBDBzU0A7gHwY6vjy0eqB5Ahxt69n/GXVj28bmdmegHh+Wl0H3sWzdfsRlFFbSaayDnTwz0Y6Tx5SAp+M6VaUAKPSsEfYYydtTq2fKV6AJki5b+E5qa+GF2cX9Xe+zdDNQ2EEMyM9Al/WXVeFuVYDikFpga7eXRhNh6PhHRCSL0EPELwBGMse/dur1GqB5BBxt69D/lLq76cqV5AIhZB78vPCcFN2Xb9XZrdafkmxLRKxqLoO/V8JB5e7BTc/BoADqD7ivp5yiqpBJBBhmG4KNXG2q6/qygTvQDg0uafoXMv8+DkMG3cfB3JtXH71ZobH5JD547GpRRflUL8rfq0zwyVADJs7969n/aVVH5l3a7bMroiMDvaL4fPv0yKa5pk46Zd6b1zKouS8ShGL56KLUyPzQlu/gZj7JjVMa1lKgFkWDZ6AZfFQkH0vPyc1Gx20Xb9nZqu50fF3kQ0jODkiJgdGwgnoiGdEPpNwc3PqKW9zFMJIAuMvXv/yFdS8dX1u27P+L4AbqbQf+oFEQnOoWXHzdRXvKLLYrMmHglhfmJYzI0NhJPxKCGE/ERw81sADqTpDj5lGdQqQDZI+W+R+ZkvRRfmPO5AZjeuaboNrTtupZMDnaL32LOobd+O8vq0X3G3KtxM4fyhx0A1/d8FN78J4OCDjGWrJr9yhbW5dpRjGGNxIcXDo92ns3JGgBCC0pomSnUdsVDw7e+XyjJNt8Hp8YcEN3/IGDvA1JvfMioBZIuURiQ4k4wszGW8KTOZwMXDT0mnN8AbOnbm5Gtc0bTBp+m2z1odR6FTcwBZZOzd+/ueQOnf1bZtdRNCQCgFIfRN/v+Kv19GxZ7LzFQSFw8/KXWbXay/7s6cO8hzmeAmTh/4SVxw3s4YG7Q6nkKl5gCyScp98fDCO3pPHGqGlC0ANAkQQFJIEEBCvvL/ErgiORNCAEJ+nRAu/bdcShTyUuIgMJMJYnO4cvrND1w6319a00xmRvt/F8DnrI6nUKkegAUMwyglVOurWbfZ7yutAKEaKNVAKF36fw2UXuoJCCEAIWByE5KbEJxDCBNCiEv18gW/9GecQwoOEIrS2ua8uLY7Fl5E54u/WpSCl6uZf2uoHoAFGGOzhmF8cmqw65vlDevcVHvzl4FSClAKe4bLb1vB5fXD5QuQ6MLcbwD4ntXxFKLc/5hYoxhjP+Jm6snR7jMF/clXeWky8E+tjqNQqQRgIcHNB2aHe2Ph+RmrQ7FMoKIWEugwDGOj1bEUIpUALMQYmxGCP9B/+oWo4IW5FE6phvL6Vp1q+h9aHUshUgnAYoyxH/JU6qmxAh4KlNWvs0kpPm4Yxto6z5wHVALIAYKbD8wM98bCwcIcCjhcHniLygSAj1kdS6FRCSAHMMamheB7+k+9GCnUoUBF0wavmgzMPpUAcgRj7Ac8lTxQqEMBf1kVCKUNhmHstDqWQqISQA4R3Lx/erg3HinAoQAhFOUNbQ6q6X9sdSyFRCWAHMIYm5aC7+k79WJBrgqU1bVoUooPG4aRG3esFwCVAHIMY+z7PJU8MNZztuCGAjaHE/6yagHgE1bHUihUAshBgpv3Tw/1FORQoKKxzU01/SHDMPK2rmE+UQkgBzHGpqTgD15aFSisYrje4nJoNnsJgFusjqUQqASQoxhj3zPN5LNjPYW1KkAIQWXTBo+m2x6yOpZCoBJADhOm+clLQ4FZq0PJqpKaJiKEuNcwjAqrY1nrVALIYUtDAdZ/6oWCGgroNjuKK+skIeRTVsey1qkEkPu+Z6aSzxXaUKCqpcNFCP28YRgtVseylqkEkOMYY1Jw85PTQz2JQhoKOL1+VK/b7KCa/j3DMNTvaYaof9g8wBiblIKz/tOFtSpQ0dSmOTy+dkKo2h2YISoB5I/vmqnEwUIaChBC0bx1t4cQ8leGYWywOp61SCWAPMEYk8I0f2t611T/AAAACFlJREFUqCcRWSigoYDHh5q2axxU039gGMbaK4xoMZUA8sjSUOBT/adejAhROEOB8oZ11OULNBNKVfnwNFMJIP98x0wmDo13F85ZAUIImi4NBb5gGMYWq+NZS1QCyDNLqwK/NTXUXVBDAYfLg7r2Hc6loYDN6njWCpUA8hBjbEIK/tuFNhQorW0mnkBJLaHaw1bHslaoBJC//tNMJp4f7zmbsjqQbCGEoHHLDR5CyKcNw7jJMIxiq2PKdyoB5KmlocAnpga749m4cThX2J0uNHTsdAI4SCgdMgyj2uqY8plKAHlsaSjwO/2nXiiooUBxdSPZcP3dpKKxzUE1/T9V7YCrpxJA/vu2mUy8MN5zrqCGAp6iUtSs22Kzuzy7CCG/Z3VM+UolgDz366FAVyJaQEMBACCUomXbjR5C6N8bhtFudTz5SCWANYAxNi4F/52+AhsKAIDT40fthm0Oquk/NgzDbnU8+UYlgLXjW2Yy8WIhDQUuK6tvpZ5AaQOh2lesjiXfqASwRiwNBT4+NdiViC4W2FCAEDRtvd5NKP0DwzBusjqefKISwBqyNBT43ULbIAQANocLTVuud1FN+6FhGH6r48kXKgGsPf+RSsQPT/SeL7ihQFFFLYoq6wNU0/8/q2PJFyoBrDGXhwKTAxcT0cV5q8PJuvqNO5yarr/fMIwPWh1LPlAJYA1ijI1JwX+v0DYIAYCm29Cy7SY3pdqjapfg21MJYO36ZioRf6kQhwKeojJUNG1wUU3/rtol+NZUAlijloYC/7NQhwLVrZtsdpdnByHkD6yOJZepBLCGLQ0Ffr8QhwKXdgne5CGU/o1hGButjidXESml1TEoGWQYBqGa/lRFY9vNNeu3FFwhjenhHjHSeTJCKV2QUtoBGRecb2aMhayOLReoHsAad8VQIFmIQ4GyulbavvseX9t1d9b5/v/27uS3jSqOA/gL5QCiUgUH/gEuXDlyomKXEBJCiNLlgmh+ByRKoYCAExUcENwKCJFQNgkhIYGQEAcEVZuGJrRZmqVNnHgZN5vtLE3ieN6s7/c4xAmCNqnj2J6x3/dz9MHzu/grf+e9N3PPvXcL0WYJIWTUc8UFAsAARDS7UQU0c9TjNFRbW5u4c+8+Ya9e57Xr8wVW4TNEZFYf2gYCwBzfBp7bl8uYd1bAXlkUM+ODDqvwcSJaiXqeOEEAGKJcBY4ULLNWBXzXEanBbodZHSSi8ajniRsEgEHWqwAfs4Z7jagCrJRID3bZrNRHRPRr1PPEEQLAOPqbwHP6c5nW3iCktRbZ0YuOJ+1zmtXJqOeJKwSAYf6tAomWXhWYS44GxcVcilX4PBFhrXsLCAADEdGMZj5mjbRmFVicTvPC1OQiq/ARIsKS3zYQAMbSXwee059vsSqwupATM4nLa6zUfiJaiHqeuEMAGKr8tuEjeSvhy7XWWBlzS0VhDfc4zOopIpqMep5mgAAwWLkKvNoKG4TCwBfJgS7JrF4hogtRz9MsEADG018FrjOQz4yHUU9SLc0sMpf/kirwv6P29tNRz9NMEACG21gVyFvjXrNWgZmJIU8Wl4dYhTj6u0MIABBENK2Zj2ebcIPQ0qyll2YzS6zCp4moaf/FRAUBAGX6tO/KwbzVPFWgtLIopscGJCv1KBGZ9Sz0GkEAgBBiswoczmfGPacJqoDvSpEe6HaY1QHs8a8eAgA2lavAa3E/K6DCQCT7ztnM4ftE9FvU8zQzBAD8j/7S9+RQXKuAZhbpwW4ZeM5PmvnDqOdpdggA+I/yBqFDcawCWmtx7colVxaXL7EKX8Ie/91DAMANiGhKa349blUgl74arMzPWrjjXzsIALg5rTt9Vw7lrUQsfmhLsxbPZxPLrMKHiagU9TytAgEAN1VeFTiUz4xFXgWKi3kxNTZgs1IPEVE+0mFaDAIAtlSuAieiPDYsi8siM3RB6vUDPolIhmhhCADYntYdviNHoqgCviNFsv+cZBW+SETdjb6+CRAAsK1yFThYyIx5Tmm1YdcNA19M9p21WYUniejHhl3YMAgAuCUiusaa32jUqgCzEumB8zL03e8188d1v6DBEABQGa2/8B17tJCtbxXYeJinU1rtZhW+jLX++kIAQEU2qkA+Xd8qMJcc8YsLuRSr8Fm8waf+EABQMSLKsuY361UFFqZTamEqiYd5NhACAHZmvQpcKWQnaloFVhfmxGxiqFRe68fDPBsEAQA7QkTMKjyYS1/1nVKxJt9pr14X1nCPZFZPElGqJl8KFUEAwI4RkaU1v5Ud7rG13l0V8GRJpPq7JCt1mIj+rtGIUCEEAFRH6889xx4rZCeqvlEX+p6Y7DsrWYXvENEvtRwPKoMAgKqUq8CBXOqq51ZRBVgpkRrokirwTre3Hz1VhxGhAggAqBoRWULz29ZI746qgNZaWCO9jmuvnWGljtdxRLgFBADsitb6M0+WxuezkxVVAc0srOEed22pMFp+cWd8HjhgIAQA7Eq5Crwwl7riufb2VYBVKFKD52VxMd/LKtxPRG6DxoQtIABg14goLTS/aw1vXQXU+uEeaa8s/c4qfIKInAaPCTeBAICa0Fp/4slSYv5a8oYqEPiumLh4xnZLxR9Yhc8RUUu9kbiZIQCgJjZXBZKjnmuvbX7uO1Ikev+Qvmt/yipsR+ePlzatcdgKaqezs/P4HXv3fXD/g4/d5UlbTF46I1UYvNd+9CiO9cbQ7VEPAK1Fa33Kk6Uj02ODDyznpzylwmN4Y2984R8A1FxHR8d9t+3Z8ycrdYKIfo56HtgaAgDAYLgJCGAwBACAwRAAAAZDAAAYDAEAYDAEAIDBEAAABkMAABgMAQBgMAQAgMEQAAAGQwAAGOwfpgbNmn1DW9cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the boundary polygons for multiple cities, save as shapefile, project to UTM, and plot\n",
    "place_names = ['Berkeley, California, USA', \n",
    "               'Oakland, California, USA',\n",
    "               'Piedmont, California, USA',\n",
    "               'Emeryville, California, USA',\n",
    "               'Alameda, Alameda County, CA, USA']\n",
    "east_bay = ox.gdf_from_places(place_names)\n",
    "ox.save_gdf_shapefile(east_bay)\n",
    "east_bay = ox.project_gdf(east_bay)\n",
    "fig, ax = ox.plot_shape(east_bay)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: download and construct street networks\n",
    "\n",
    "OSMnx lets you download street network data and build topologically-corrected street networks, project and plot the networks, and save the street network as SVGs, GraphML files, or shapefiles for later use. The street networks are directed and preserve one-way directionality. For a more in-depth demonstration of creating street networks, see [this notebook](03-example-osm-place-network.ipynb).\n",
    "\n",
    "You can download a street network by providing OSMnx any of the following (demonstrated in the examples below):\n",
    "  - a bounding box\n",
    "  - a lat-long point plus a distance\n",
    "  - an address plus a distance\n",
    "  - a place name or list of place names (to automatically geocode and get the boundary of)\n",
    "  - a polygon of the desired street network's boundaries\n",
    "\n",
    "You can also specify several different network types:\n",
    "  - 'drive' - get drivable public streets (but not service roads)\n",
    "  - 'drive_service' - get drivable streets, including service roads\n",
    "  - 'walk' - get all streets and paths that pedestrians can use (this network type ignores one-way directionality)\n",
    "  - 'bike' - get all streets and paths that cyclists can use\n",
    "  - 'all' - download all non-private OSM streets and paths (this is the default network type unless you specify a different one)\n",
    "  - 'all_private' - download all OSM streets and paths, including private-access ones"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### Method #1, pass a bounding box ####\n",
    " This constructs the network from all the OSM nodes and ways within the bounding box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.077x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define a bounding box in San Francisco\n",
    "north, south, east, west = 37.79, 37.78, -122.41, -122.43\n",
    "\n",
    "# create network from that bounding box\n",
    "G1 = ox.graph_from_bbox(north, south, east, west, network_type='drive_service')\n",
    "G1 = ox.project_graph(G1)\n",
    "fig, ax = ox.plot_graph(G1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #2, pass a lat-long point and bounding box distance in meters#### \n",
    "This creates a bounding box *n* meters North, South, East, and West of the point, then constructs the network from all the OSM nodes and ways within the bounding box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 436.924x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define a point at the corner of California St and Mason St in SF\n",
    "location_point = (37.791427, -122.410018)\n",
    "\n",
    "# create network from point, inside bounding box of N, S, E, W each 750m from point\n",
    "G2 = ox.graph_from_point(location_point, distance=750, distance_type='bbox', network_type='drive')\n",
    "G2 = ox.project_graph(G2)\n",
    "fig, ax = ox.plot_graph(G2, node_size=30, node_color='#66cc66')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #3, pass a (lat,lon) point and *network* distance in meters ####\n",
    "\n",
    "This creates a bounding box *n* meters North, South, East, and West of the point, then constructs the network from all the OSM nodes and ways within the bounding box. Then it prunes the network by removing all nodes further than *n* meters from the point along the network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 574.856x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# same point again, but create network only of nodes within 500m along the network from point\n",
    "G3 = ox.graph_from_point(location_point, distance=500, distance_type='network')\n",
    "fig, ax = ox.plot_graph(G3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note* the plot above shows the network within 500m (traveling distance along the network) from the `location_point`. By default, the `network_type` parameter value is 'all', meaning that we do not filter out paths that restrict certain types of traffic. This also means that one-way streets are honored as one-way and you cannot travel the wrong direction down them. Thus, the 500m takes into account only those nodes you can reach within 500m while only traveling in the allowed direction of the street. Instead (below), we can specify `network_type='walk'` to build a street network only of paths that walking is allowed on. This also makes every path bi-directional in the directed network, because you can walk in either direction on the sidewalk of a one-way street. Thus, the 500m now takes into account those nodes you can reach within 500m while traveling in either direction (even if it's a one-way street)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 344.371x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create network only of nodes within 500m walking along the network from point\n",
    "G3 = ox.graph_from_point(location_point, distance=500, distance_type='network', network_type='walk')\n",
    "G3 = ox.project_graph(G3)\n",
    "fig, ax = ox.plot_graph(G3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #4, pass an address and distance (*bounding box* or *network*) in meters ####\n",
    "This geocodes the address, creates a bounding box, downloads the network, then prunes it by network distance (if distance_type='network')."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 383.544x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# network from address, including only nodes within 1km along the network from the address\n",
    "G4 = ox.graph_from_address(address='350 5th Ave, New York, NY', \n",
    "                              distance=1000, distance_type='network', network_type='drive')\n",
    "\n",
    "# you can project the network to UTM (zone calculated automatically)\n",
    "G4_projected = ox.project_graph(G4)\n",
    "fig, ax = ox.plot_graph(G4_projected)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #5, pass a place name ####\n",
    "\n",
    "This geocodes the place name, gets the place's boundary shape polygon and bounding box, downloads the network within the bounding box, then prunes all nodes that lie outside the place's boundary polygon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 645.26x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create the street network within the city of Piedmont's borders\n",
    "G5 = ox.graph_from_place('Piedmont, California, USA')\n",
    "G5_projected = ox.project_graph(G5)\n",
    "fig, ax = ox.plot_graph(G5_projected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 832.983x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# you can also pass multiple places as a mixed list of strings and/or structured queries\n",
    "places = ['Los Altos, California, USA',\n",
    "          {'city':'Los Altos Hills', 'state':'California'},\n",
    "          'Loyola, California']\n",
    "G5 = ox.graph_from_place(places, clean_periphery=False)\n",
    "G5_projected = ox.project_graph(G5)\n",
    "fig, ax = ox.plot_graph(G5_projected, fig_height=10, node_size=0)\n",
    "ox.save_graph_shapefile(G5, filename='false')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #6, pass a polygon ####\n",
    "\n",
    "This example loads the [Mission District](http://www.zillow.com/howto/api/neighborhood-boundaries.htm)'s polygon from a shapefile, then downloads the network within its bounding box, then prunes all nodes that lie outside the place's boundary polygon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 324.923x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "calif = gpd.read_file('input_data/ZillowNeighborhoods-CA')\n",
    "mission_district = calif[(calif['CITY']=='San Francisco') & (calif['NAME']=='Mission')]\n",
    "polygon = mission_district['geometry'].iloc[0]\n",
    "G6 = ox.graph_from_polygon(polygon, network_type='drive_service')\n",
    "G6_projected = ox.project_graph(G6)\n",
    "fig, ax = ox.plot_graph(G6_projected)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3: simplifying street network topology\n",
    "\n",
    "Simplification is normally done by OSMnx automatically under the hood, but we can break it out to see how it works. OpenStreetMap nodes are weird. They include intersections, but they also include all the points along a single block where the street curves. The latter are not nodes in the graph theory sense, so we remove them algorithmically and consolidate the set of edges between \"true\" network nodes into a single edge. There are two simplification modes, strict and non-strict. The main difference is that unlike strict mode, non-strict mode allows simplification to an \"expansion graph\" (ie, if the graph were undirected, nodes with degree 2 as long as the incident edges have different OSM IDs). For a more in-depth demonstration of topological simplification with OSMnx, see [this notebook](04-example-simplify-network.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a network around some (lat, lon) point but do not simplify it yet\n",
    "location_point = (33.299896, -111.831638)\n",
    "G = ox.graph_from_point(location_point, network_type='drive_service', distance=500, simplify=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 517.286x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# turn off strict mode and see what nodes we'd remove, in red\n",
    "nc = ['b' if ox.is_endpoint(G, node) else 'r' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The red and blue dots above are OSM nodes. We'll remove the nodes in red as they're not real network nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 517.286x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# simplify the network\n",
    "G = ox.simplify_graph(G)\n",
    "fig, ax = ox.plot_graph(G, node_color='b', node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 517.286x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the simplified network with edges colored by edge length\n",
    "ec = ox.get_edge_colors_by_attr(G, attr='length')\n",
    "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=30, \n",
    "                           node_zorder=3, edge_color=ec, edge_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 517.286x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# highlight all parallel edges in purple\n",
    "ec = ['orange' if key == 0 else 'purple' for u, v, key in G.edges(keys=True)]\n",
    "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=30, \n",
    "                           node_zorder=3, edge_color=ec, edge_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 406.778x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# highlight all the one-way edges in the mission district network from earlier\n",
    "ec = ['r' if data['oneway'] else 'b' for u, v, key, data in G6.edges(keys=True, data=True)]\n",
    "fig, ax = ox.plot_graph(G6, node_size=0, edge_color=ec, edge_linewidth=1.5, edge_alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 4: saving networks to disk\n",
    "\n",
    "For more examples of saving and loading networks to/from disk, see [this notebook](05-example-save-load-networks-shapes.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as ESRI shapefile to work with in GIS\n",
    "ox.save_graph_shapefile(G, filename='network-shape')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as GraphML file to work with in networkx or gephi\n",
    "ox.save_graphml(G, filename='network.graphml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as SVG to work with in Adobe Illustrator\n",
    "fig, ax = ox.plot_graph(G, show=False, save=True, filename='network', file_format='svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get one of each network type and save to disk as image and shapefile\n",
    "for nt in ['all_private', 'all', 'bike', 'walk', 'drive', 'drive_service']:\n",
    "    G = ox.graph_from_address('N Sicily Pl, Chandler, AZ', network_type=nt, distance=1500)\n",
    "    filename = 'az-{}'.format(nt)\n",
    "    ox.save_graph_shapefile(G, filename=filename)\n",
    "    fig, ax = ox.plot_graph(G, node_color='none', save=True, filename=filename, show=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For examples of analyzing these street networks with networkx, see [this example](06-example-osmnx-networkx.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 5: calculate basic network metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.130192026594069"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate basic street network metrics and display average circuity\n",
    "stats = ox.basic_stats(G)\n",
    "stats['circuity_avg']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this street network, the streets are 13% more circuitous than the straight-lines paths would be."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
